Preprints
https://doi.org/10.22541/essoar.176990551.14497994/v1
https://doi.org/10.22541/essoar.176990551.14497994/v1
17 Mar 2026
 | 17 Mar 2026
Status: this preprint is open for discussion and under review for The Cryosphere (TC).

Snowpack trends across Canada's largest river basin using three decades of manual snow surveys and ERA5-Land data

Emma G. Gregory, Ryan Connon, Anna Coles, Jurjen van der Sluijs, and Élise Devoie

Abstract. In the Mackenzie River basin (MRB), end-of-season snowpack volume is an essential indicator for spring flood potential, wildfire risk, and hydroelectric power generation, and it underpins cold region hydrological research and monitoring. This study presents a trend analysis of 31 years of previously unpublished manual snow survey data from Canada's Northwest Territories (NWT) and incorporates snow survey data from other jurisdictions within the MRB to determine how the end-of-season snow water equivalent (SWE) has changed. We then use this independent SWE dataset to evaluate SWE trends from ERA5-Land reanalysis data for its suitability as an additional data source for assessing interannual variability in SWE. Spearman rank correlation analysis demonstrated moderately strong agreement in SWE trend variability between datasets, with a stronger agreement for sites in the NWT. We found that climate variables were the dominant drivers of residuals. Over the 31-year period, SWE trends exhibited substantial spatial variability within and between sub-basins and ecozones. No consistent latitudinal or elevational trends emerged, highlighting the complex, landscape-dependent influence of warming air temperatures on snowpack accumulation. These findings are relevant to decision makers who need an improved understanding on how SWE trends are changing at a basin scale. These results demonstrate that the combined use of manual snow surveys and gridded reanalysis datasets can be used to strengthen long-term snow monitoring and research in the Northwest Territories.

Share
Emma G. Gregory, Ryan Connon, Anna Coles, Jurjen van der Sluijs, and Élise Devoie

Status: open (until 28 Apr 2026)

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
Emma G. Gregory, Ryan Connon, Anna Coles, Jurjen van der Sluijs, and Élise Devoie

Data sets

Northwest Territories snow survey data and methodology, 1965-2024 E. Riley et al. https://doi.org/10.46887/2025-005

Model code and software

Snow Package: Snow water equivalent analysis and trend detection. Gregory E. https://github.com/EmmaGRiley/NWTHydroclimate/tree/main/packages/snow

Emma G. Gregory, Ryan Connon, Anna Coles, Jurjen van der Sluijs, and Élise Devoie
Metrics will be available soon.
Latest update: 17 Mar 2026
Download
Short summary
In northern regions, snowmelt is an important water source and can have a major influence on droughts and flooding. This study examines changes in snowpack volume in Canada's largest river basin. Our results show that some areas are receiving more snow and some areas are receiving less. A comparison between manual measurements and model outputs shows that the model performs well. This means that the model outputs can be used to improve research and monitoring within the Northwest Territories.
Share